{"id":"W4214571206","doi":"10.1097/prs.0000000000008972","title":"Spotlight in Plastic Surgery: April 2022","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001217459,0.000407473,0.001256178,0.001651293,0.0001758345,0.000036626,0.0001590379,0.00007721797,0.003370842],"category_scores_gemma":[0.01330013,0.0004137341,0.0003203992,0.001549314,0.0004461618,0.0002762271,0.000221609,0.0009718741,0.0001589894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006202327,"about_ca_system_score_gemma":0.0009377716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005278319,"about_ca_topic_score_gemma":0.00001039337,"domain_scores_codex":[0.9962212,0.0002329517,0.0009804436,0.0007748476,0.0009563951,0.0008341842],"domain_scores_gemma":[0.9753292,0.02341453,0.0003218855,0.0004636171,0.0001277858,0.0003430184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008160888,0.0003891394,0.9442057,0.0001767101,0.0001655525,0.002467773,0.0001522391,0.00008546641,0.0005168165,0.0001638789,0.02106011,0.02980055],"study_design_scores_gemma":[0.002563915,0.0002915546,0.953554,0.001103765,0.0003063967,0.008186193,0.002470364,0.001916341,0.0009286337,0.001067766,0.0262826,0.001328459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825854,0.0004954331,0.0001575591,0.0003627042,0.009829015,0.0003163854,0.0001099827,0.0002009734,0.005942557],"genre_scores_gemma":[0.9982088,0.00004141463,0.0001600558,0.0003258523,0.000347843,0.0001793179,0.0001621057,0.00009046339,0.0004841689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02847209,"threshold_uncertainty_score":0.9998314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879287761326875,"score_gpt":0.2402686940203917,"score_spread":0.2214758164071229,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}